# Outfit matcher (`outfit-matcher`) > Upload a styled outfit photo and match pieces to items in a product catalog (experimental vision matching). **Status:** beta **Entry URL (sign-in required):** https://localhost:10000/app/outfit-matcher **Audience:** E-commerce, merchandising, and catalog teams. **Note:** This template is tracked outside the main Creative registry (supplemental or onboarding-only entry). ## When this template applies A user says "match this outfit photo to my catalog SKUs" — experimental vision-based matching. ## Inputs (typical) Apiway Creative templates accept a combination of the following depending on the workflow: - **Garment image(s):** flat-lay, on-model, or mannequin photos of the apparel. - **Person / model image:** a photo of the person to dress (try-on workflows). - **Reference image:** mood / pose / campaign reference (reference and styled-photoset flows). - **Prompt:** plain-text description of the desired output. - **Pose / aspect ratio / resolution:** UI selectors per template; resolution options depend on the model picked (see https://localhost:10000/llms/pricing.txt). ## Output One or more JPG images saved to the user's gallery. Resolution up to 4K depending on plan and model. Outputs may be downloaded individually or organized into folders. ## Cost Per-generation credit cost depends on the **model** (Nano Banana, Nano Banana Pro, Nano Banana 2) and **resolution** (1K / 2K / 4K). See https://localhost:10000/llms/pricing.txt for the full matrix. Reference Photoshoots use a flat-base credit cost on the first pipeline step. ## Limitations - Outputs are AI-generated and require human QA before publishing. - This template is **beta** — UI and quality may change. - No automated tool can guarantee legal rights for every output (model likeness, trademark). Review brand and platform policies before commercial use. ## Related - Compact site brief: https://localhost:10000/llms.txt - All templates: https://localhost:10000/llms/templates.txt - Pricing: https://localhost:10000/llms/pricing.txt - Long-form brief: https://localhost:10000/llms-full.txt --- *Generated on 2026-05-01. Source: `app/app/Creative/(templates)/registry.ts` (registry) + `lib/llms-txt.ts` (supplemental + onboarding fallbacks).*